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Stream processing

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Spark Structured Streaming

Stream processing

Apache Spark's built-in streaming engine: one DataFrame API for batch and streams, exactly-once to files, Real-time Mode since 4.1. Free; you pay the platform.

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Apache Flink

Stream processing

Open-source stateful stream processing engine: event-at-a-time, exactly-once checkpoints, Flink SQL. Free; managed from $0.11 per KPU-hour.

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